Overview
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 6050 |
| Missing cells | 1610 |
| Missing cells (%) | 1.7% |
| Duplicate rows | 50 |
| Duplicate rows (%) | 0.8% |
| Total size in memory | 756.4 KiB |
| Average record size in memory | 128.0 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 6 |
| Dataset has 50 (0.8%) duplicate rows | Duplicates |
salary has 403 (6.7%) missing values | Missing |
experience_years has 403 (6.7%) missing values | Missing |
city has 404 (6.7%) missing values | Missing |
score has 400 (6.6%) missing values | Missing |
experience_years has 137 (2.3%) zeros | Zeros |
last_promotion_years has 386 (6.4%) zeros | Zeros |
projects_completed has 117 (1.9%) zeros | Zeros |
overtime_hours has 182 (3.0%) zeros | Zeros |
leaves_taken has 148 (2.4%) zeros | Zeros |
Reproduction
| Analysis started | 2026-02-06 04:59:23.825751 |
|---|---|
| Analysis finished | 2026-02-06 04:59:40.697470 |
| Duration | 16.87 seconds |
| Software version | ydata-profiling vv4.18.1 |
| Download configuration | config.json |
Variables
age
Real number (ℝ)
| Distinct | 52 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.678678 |
| Minimum | 18 |
|---|---|
| Maximum | 69 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 47.4 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 31 |
| median | 44 |
| Q3 | 56 |
| 95-th percentile | 67 |
| Maximum | 69 |
| Range | 51 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 14.913767 |
|---|---|
| Coefficient of variation (CV) | 0.34144274 |
| Kurtosis | -1.1783138 |
| Mean | 43.678678 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.014911139 |
| Sum | 264256 |
| Variance | 222.42046 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 66 | 144 | 2.4% |
| 64 | 138 | 2.3% |
| 45 | 134 | 2.2% |
| 38 | 133 | 2.2% |
| 25 | 133 | 2.2% |
| 49 | 132 | 2.2% |
| 34 | 131 | 2.2% |
| 52 | 130 | 2.1% |
| 62 | 129 | 2.1% |
| 54 | 128 | 2.1% |
| Other values (42) | 4718 |
| Value | Count | Frequency (%) |
| 18 | 111 | |
| 19 | 115 | |
| 20 | 118 | |
| 21 | 120 | |
| 22 | 108 | |
| 23 | 110 | |
| 24 | 87 | |
| 25 | 133 | |
| 26 | 110 | |
| 27 | 106 |
| Value | Count | Frequency (%) |
| 69 | 107 | |
| 68 | 124 | |
| 67 | 106 | |
| 66 | 144 | |
| 65 | 100 | |
| 64 | 138 | |
| 63 | 105 | |
| 62 | 129 | |
| 61 | 115 | |
| 60 | 96 |
salary
Real number (ℝ)
Missing
| Distinct | 5489 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 403 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84718.989 |
| Minimum | 20028 |
|---|---|
| Maximum | 149999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 47.4 KiB |
Quantile statistics
| Minimum | 20028 |
|---|---|
| 5-th percentile | 25624.1 |
| Q1 | 51219 |
| median | 85552 |
| Q3 | 118259 |
| 95-th percentile | 143136.8 |
| Maximum | 149999 |
| Range | 129971 |
| Interquartile range (IQR) | 67040 |
Descriptive statistics
| Standard deviation | 37851.683 |
|---|---|
| Coefficient of variation (CV) | 0.44679101 |
| Kurtosis | -1.2372272 |
| Mean | 84718.989 |
| Median Absolute Deviation (MAD) | 33535 |
| Skewness | -0.017210803 |
| Sum | 4.7840813 × 108 |
| Variance | 1.4327499 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70248 | 3 | < 0.1% |
| 122828 | 3 | < 0.1% |
| 63919 | 2 | < 0.1% |
| 102103 | 2 | < 0.1% |
| 142443 | 2 | < 0.1% |
| 23358 | 2 | < 0.1% |
| 127894 | 2 | < 0.1% |
| 141485 | 2 | < 0.1% |
| 143416 | 2 | < 0.1% |
| 125982 | 2 | < 0.1% |
| Other values (5479) | 5625 | |
| (Missing) | 403 | 6.7% |
| Value | Count | Frequency (%) |
| 20028 | 1 | |
| 20066 | 1 | |
| 20074 | 1 | |
| 20132 | 1 | |
| 20153 | 1 | |
| 20178 | 1 | |
| 20215 | 1 | |
| 20228 | 1 | |
| 20229 | 1 | |
| 20287 | 1 |
| Value | Count | Frequency (%) |
| 149999 | 1 | |
| 149949 | 1 | |
| 149900 | 1 | |
| 149863 | 1 | |
| 149856 | 1 | |
| 149753 | 1 | |
| 149716 | 1 | |
| 149688 | 1 | |
| 149648 | 1 | |
| 149642 | 1 |
experience_years
Real number (ℝ)
Missing Zeros
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 403 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.418806 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 137 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 47.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 19 |
| Q3 | 29 |
| 95-th percentile | 37 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 11.36937 |
|---|---|
| Coefficient of variation (CV) | 0.58548244 |
| Kurtosis | -1.1532562 |
| Mean | 19.418806 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.015011255 |
| Sum | 109658 |
| Variance | 129.26258 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 169 | 2.8% |
| 12 | 165 | 2.7% |
| 14 | 160 | 2.6% |
| 18 | 159 | 2.6% |
| 16 | 157 | 2.6% |
| 25 | 156 | 2.6% |
| 21 | 152 | 2.5% |
| 13 | 152 | 2.5% |
| 9 | 149 | 2.5% |
| 22 | 149 | 2.5% |
| Other values (30) | 4079 | |
| (Missing) | 403 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 137 | |
| 1 | 140 | |
| 2 | 140 | |
| 3 | 139 | |
| 4 | 126 | |
| 5 | 129 | |
| 6 | 135 | |
| 7 | 143 | |
| 8 | 144 | |
| 9 | 149 |
| Value | Count | Frequency (%) |
| 39 | 127 | |
| 38 | 144 | |
| 37 | 138 | |
| 36 | 145 | |
| 35 | 138 | |
| 34 | 121 | |
| 33 | 124 | |
| 32 | 141 | |
| 31 | 131 | |
| 30 | 148 |
education_level
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 47.4 KiB |
| Master | |
|---|---|
| Bachelor | |
| High School | |
| PhD |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 7.0252893 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High School |
|---|---|
| 2nd row | High School |
| 3rd row | PhD |
| 4th row | Bachelor |
| 5th row | PhD |
Common Values
| Value | Count | Frequency (%) |
| Master | 1544 | |
| Bachelor | 1525 | |
| High School | 1512 | |
| PhD | 1469 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| master | 1544 | |
| bachelor | 1525 | |
| high | 1512 | |
| school | 1512 | |
| phd | 1469 |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 6018 | |
| o | 4549 | 10.7% |
| e | 3069 | 7.2% |
| a | 3069 | 7.2% |
| r | 3069 | 7.2% |
| l | 3037 | 7.1% |
| c | 3037 | 7.1% |
| M | 1544 | 3.6% |
| s | 1544 | 3.6% |
| t | 1544 | 3.6% |
| Other values (8) | 12023 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 42503 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| h | 6018 | |
| o | 4549 | 10.7% |
| e | 3069 | 7.2% |
| a | 3069 | 7.2% |
| r | 3069 | 7.2% |
| l | 3037 | 7.1% |
| c | 3037 | 7.1% |
| M | 1544 | 3.6% |
| s | 1544 | 3.6% |
| t | 1544 | 3.6% |
| Other values (8) | 12023 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 42503 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| h | 6018 | |
| o | 4549 | 10.7% |
| e | 3069 | 7.2% |
| a | 3069 | 7.2% |
| r | 3069 | 7.2% |
| l | 3037 | 7.1% |
| c | 3037 | 7.1% |
| M | 1544 | 3.6% |
| s | 1544 | 3.6% |
| t | 1544 | 3.6% |
| Other values (8) | 12023 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 42503 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| h | 6018 | |
| o | 4549 | 10.7% |
| e | 3069 | 7.2% |
| a | 3069 | 7.2% |
| r | 3069 | 7.2% |
| l | 3037 | 7.1% |
| c | 3037 | 7.1% |
| M | 1544 | 3.6% |
| s | 1544 | 3.6% |
| t | 1544 | 3.6% |
| Other values (8) | 12023 |
department
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 47.4 KiB |
| Finance | |
|---|---|
| Sales | |
| HR | |
| Marketing | |
| IT |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 5.0219835 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sales |
|---|---|
| 2nd row | Marketing |
| 3rd row | HR |
| 4th row | Finance |
| 5th row | Sales |
Common Values
| Value | Count | Frequency (%) |
| Finance | 1256 | |
| Sales | 1222 | |
| HR | 1214 | |
| Marketing | 1191 | |
| IT | 1167 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| finance | 1256 | |
| sales | 1222 | |
| hr | 1214 | |
| marketing | 1191 | |
| it | 1167 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 3703 | 12.2% |
| a | 3669 | 12.1% |
| e | 3669 | 12.1% |
| i | 2447 | 8.1% |
| F | 1256 | 4.1% |
| c | 1256 | 4.1% |
| S | 1222 | 4.0% |
| l | 1222 | 4.0% |
| s | 1222 | 4.0% |
| H | 1214 | 4.0% |
| Other values (8) | 9503 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30383 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 3703 | 12.2% |
| a | 3669 | 12.1% |
| e | 3669 | 12.1% |
| i | 2447 | 8.1% |
| F | 1256 | 4.1% |
| c | 1256 | 4.1% |
| S | 1222 | 4.0% |
| l | 1222 | 4.0% |
| s | 1222 | 4.0% |
| H | 1214 | 4.0% |
| Other values (8) | 9503 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30383 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 3703 | 12.2% |
| a | 3669 | 12.1% |
| e | 3669 | 12.1% |
| i | 2447 | 8.1% |
| F | 1256 | 4.1% |
| c | 1256 | 4.1% |
| S | 1222 | 4.0% |
| l | 1222 | 4.0% |
| s | 1222 | 4.0% |
| H | 1214 | 4.0% |
| Other values (8) | 9503 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30383 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 3703 | 12.2% |
| a | 3669 | 12.1% |
| e | 3669 | 12.1% |
| i | 2447 | 8.1% |
| F | 1256 | 4.1% |
| c | 1256 | 4.1% |
| S | 1222 | 4.0% |
| l | 1222 | 4.0% |
| s | 1222 | 4.0% |
| H | 1214 | 4.0% |
| Other values (8) | 9503 |
city
Categorical
Missing
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 404 |
| Missing (%) | 6.7% |
| Memory size | 47.4 KiB |
| Hyderabad | |
|---|---|
| Bangalore | |
| Delhi | |
| Mumbai | |
| Pune |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 6.6742827 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Bangalore |
|---|---|
| 2nd row | Delhi |
| 3rd row | Bangalore |
| 4th row | Delhi |
| 5th row | Bangalore |
Common Values
| Value | Count | Frequency (%) |
| Hyderabad | 1217 | |
| Bangalore | 1142 | |
| Delhi | 1120 | |
| Mumbai | 1092 | |
| Pune | 1075 | |
| (Missing) | 404 | 6.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| hyderabad | 1217 | |
| bangalore | 1142 | |
| delhi | 1120 | |
| mumbai | 1092 | |
| pune | 1075 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 5810 | |
| e | 4554 | |
| d | 2434 | 6.5% |
| r | 2359 | 6.3% |
| b | 2309 | 6.1% |
| l | 2262 | 6.0% |
| n | 2217 | 5.9% |
| i | 2212 | 5.9% |
| u | 2167 | 5.8% |
| y | 1217 | 3.2% |
| Other values (9) | 10142 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 37683 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 5810 | |
| e | 4554 | |
| d | 2434 | 6.5% |
| r | 2359 | 6.3% |
| b | 2309 | 6.1% |
| l | 2262 | 6.0% |
| n | 2217 | 5.9% |
| i | 2212 | 5.9% |
| u | 2167 | 5.8% |
| y | 1217 | 3.2% |
| Other values (9) | 10142 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 37683 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 5810 | |
| e | 4554 | |
| d | 2434 | 6.5% |
| r | 2359 | 6.3% |
| b | 2309 | 6.1% |
| l | 2262 | 6.0% |
| n | 2217 | 5.9% |
| i | 2212 | 5.9% |
| u | 2167 | 5.8% |
| y | 1217 | 3.2% |
| Other values (9) | 10142 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 37683 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 5810 | |
| e | 4554 | |
| d | 2434 | 6.5% |
| r | 2359 | 6.3% |
| b | 2309 | 6.1% |
| l | 2262 | 6.0% |
| n | 2217 | 5.9% |
| i | 2212 | 5.9% |
| u | 2167 | 5.8% |
| y | 1217 | 3.2% |
| Other values (9) | 10142 |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 47.4 KiB |
| Other | |
|---|---|
| Female | |
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.0082645 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Other |
|---|---|
| 2nd row | Other |
| 3rd row | Male |
| 4th row | Other |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Other | 2050 | |
| Female | 2025 | |
| Male | 1975 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| other | 2050 | |
| female | 2025 | |
| male | 1975 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8075 | |
| a | 4000 | |
| l | 4000 | |
| O | 2050 | 6.8% |
| t | 2050 | 6.8% |
| h | 2050 | 6.8% |
| r | 2050 | 6.8% |
| F | 2025 | 6.7% |
| m | 2025 | 6.7% |
| M | 1975 | 6.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30300 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 8075 | |
| a | 4000 | |
| l | 4000 | |
| O | 2050 | 6.8% |
| t | 2050 | 6.8% |
| h | 2050 | 6.8% |
| r | 2050 | 6.8% |
| F | 2025 | 6.7% |
| m | 2025 | 6.7% |
| M | 1975 | 6.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30300 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 8075 | |
| a | 4000 | |
| l | 4000 | |
| O | 2050 | 6.8% |
| t | 2050 | 6.8% |
| h | 2050 | 6.8% |
| r | 2050 | 6.8% |
| F | 2025 | 6.7% |
| m | 2025 | 6.7% |
| M | 1975 | 6.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30300 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 8075 | |
| a | 4000 | |
| l | 4000 | |
| O | 2050 | 6.8% |
| t | 2050 | 6.8% |
| h | 2050 | 6.8% |
| r | 2050 | 6.8% |
| F | 2025 | 6.7% |
| m | 2025 | 6.7% |
| M | 1975 | 6.5% |
score
Real number (ℝ)
Missing
| Distinct | 5600 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 400 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.748432 |
| Minimum | 0.010237253 |
|---|---|
| Maximum | 99.997387 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 47.4 KiB |
Quantile statistics
| Minimum | 0.010237253 |
|---|---|
| 5-th percentile | 4.8790672 |
| Q1 | 25.298396 |
| median | 49.884004 |
| Q3 | 74.367371 |
| 95-th percentile | 94.761054 |
| Maximum | 99.997387 |
| Range | 99.98715 |
| Interquartile range (IQR) | 49.068976 |
Descriptive statistics
| Standard deviation | 28.778787 |
|---|---|
| Coefficient of variation (CV) | 0.5784863 |
| Kurtosis | -1.1882461 |
| Mean | 49.748432 |
| Median Absolute Deviation (MAD) | 24.530472 |
| Skewness | 0.0019551551 |
| Sum | 281078.64 |
| Variance | 828.21857 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.908017135 | 2 | < 0.1% |
| 11.3476402 | 2 | < 0.1% |
| 90.41108126 | 2 | < 0.1% |
| 44.61795848 | 2 | < 0.1% |
| 68.8739654 | 2 | < 0.1% |
| 13.89144232 | 2 | < 0.1% |
| 2.194748239 | 2 | < 0.1% |
| 29.03909215 | 2 | < 0.1% |
| 57.45456395 | 2 | < 0.1% |
| 1.998775557 | 2 | < 0.1% |
| Other values (5590) | 5630 | |
| (Missing) | 400 | 6.6% |
| Value | Count | Frequency (%) |
| 0.01023725258 | 1 | |
| 0.01457676073 | 1 | |
| 0.01654965011 | 1 | |
| 0.02480237085 | 1 | |
| 0.0390855847 | 1 | |
| 0.04821404785 | 1 | |
| 0.09238757834 | 1 | |
| 0.1152340795 | 1 | |
| 0.1168146424 | 1 | |
| 0.1557234826 | 1 |
| Value | Count | Frequency (%) |
| 99.99738676 | 1 | |
| 99.9812388 | 1 | |
| 99.98084812 | 1 | |
| 99.95913967 | 1 | |
| 99.94961124 | 1 | |
| 99.93958799 | 1 | |
| 99.91769305 | 1 | |
| 99.91754125 | 1 | |
| 99.91623003 | 1 | |
| 99.91268892 | 1 |
last_promotion_years
Real number (ℝ)
Zeros
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.9342149 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 386 |
| Zeros (%) | 6.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 47.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 7 |
| Q3 | 11 |
| 95-th percentile | 14 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 4.2800737 |
|---|---|
| Coefficient of variation (CV) | 0.61723984 |
| Kurtosis | -1.1882968 |
| Mean | 6.9342149 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.030154497 |
| Sum | 41952 |
| Variance | 18.319031 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 447 | 7.4% |
| 3 | 434 | 7.2% |
| 5 | 418 | 6.9% |
| 7 | 418 | 6.9% |
| 4 | 417 | 6.9% |
| 6 | 409 | 6.8% |
| 10 | 405 | 6.7% |
| 1 | 404 | 6.7% |
| 14 | 404 | 6.7% |
| 2 | 402 | 6.6% |
| Other values (5) | 1892 |
| Value | Count | Frequency (%) |
| 0 | 386 | |
| 1 | 404 | |
| 2 | 402 | |
| 3 | 434 | |
| 4 | 417 | |
| 5 | 418 | |
| 6 | 409 | |
| 7 | 418 | |
| 8 | 368 | |
| 9 | 447 |
| Value | Count | Frequency (%) |
| 14 | 404 | |
| 13 | 365 | |
| 12 | 383 | |
| 11 | 390 | |
| 10 | 405 | |
| 9 | 447 | |
| 8 | 368 | |
| 7 | 418 | |
| 6 | 409 | |
| 5 | 418 |
joining_year
Real number (ℝ)
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2012.1666 |
| Minimum | 2000 |
|---|---|
| Maximum | 2024 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 47.4 KiB |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 2001 |
| Q1 | 2006 |
| median | 2012 |
| Q3 | 2018 |
| 95-th percentile | 2023 |
| Maximum | 2024 |
| Range | 24 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 7.2477821 |
|---|---|
| Coefficient of variation (CV) | 0.0036019791 |
| Kurtosis | -1.2195267 |
| Mean | 2012.1666 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.014045943 |
| Sum | 12173608 |
| Variance | 52.530345 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2022 | 286 | 4.7% |
| 2024 | 261 | 4.3% |
| 2018 | 260 | 4.3% |
| 2016 | 258 | 4.3% |
| 2023 | 250 | 4.1% |
| 2012 | 248 | 4.1% |
| 2009 | 246 | 4.1% |
| 2005 | 245 | 4.0% |
| 2007 | 244 | 4.0% |
| 2021 | 242 | 4.0% |
| Other values (15) | 3510 |
| Value | Count | Frequency (%) |
| 2000 | 220 | |
| 2001 | 240 | |
| 2002 | 240 | |
| 2003 | 237 | |
| 2004 | 242 | |
| 2005 | 245 | |
| 2006 | 240 | |
| 2007 | 244 | |
| 2008 | 238 | |
| 2009 | 246 |
| Value | Count | Frequency (%) |
| 2024 | 261 | |
| 2023 | 250 | |
| 2022 | 286 | |
| 2021 | 242 | |
| 2020 | 229 | |
| 2019 | 233 | |
| 2018 | 260 | |
| 2017 | 232 | |
| 2016 | 258 | |
| 2015 | 221 |
projects_completed
Real number (ℝ)
Zeros
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.257686 |
| Minimum | 0 |
|---|---|
| Maximum | 49 |
| Zeros | 117 |
| Zeros (%) | 1.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 47.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 12 |
| median | 24 |
| Q3 | 37 |
| 95-th percentile | 47 |
| Maximum | 49 |
| Range | 49 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 14.44885 |
|---|---|
| Coefficient of variation (CV) | 0.59564007 |
| Kurtosis | -1.198318 |
| Mean | 24.257686 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.01267122 |
| Sum | 146759 |
| Variance | 208.76926 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 150 | 2.5% |
| 39 | 147 | 2.4% |
| 21 | 142 | 2.3% |
| 48 | 141 | 2.3% |
| 4 | 137 | 2.3% |
| 27 | 137 | 2.3% |
| 8 | 133 | 2.2% |
| 10 | 132 | 2.2% |
| 38 | 131 | 2.2% |
| 15 | 130 | 2.1% |
| Other values (40) | 4670 |
| Value | Count | Frequency (%) |
| 0 | 117 | |
| 1 | 150 | |
| 2 | 126 | |
| 3 | 122 | |
| 4 | 137 | |
| 5 | 117 | |
| 6 | 116 | |
| 7 | 92 | |
| 8 | 133 | |
| 9 | 128 |
| Value | Count | Frequency (%) |
| 49 | 103 | |
| 48 | 141 | |
| 47 | 117 | |
| 46 | 102 | |
| 45 | 117 | |
| 44 | 125 | |
| 43 | 127 | |
| 42 | 110 | |
| 41 | 113 | |
| 40 | 107 |
overtime_hours
Real number (ℝ)
Zeros
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.542479 |
| Minimum | 0 |
|---|---|
| Maximum | 29 |
| Zeros | 182 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 47.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7 |
| median | 15 |
| Q3 | 22 |
| 95-th percentile | 28 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.6629698 |
|---|---|
| Coefficient of variation (CV) | 0.59570102 |
| Kurtosis | -1.2217517 |
| Mean | 14.542479 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.0079298502 |
| Sum | 87982 |
| Variance | 75.047046 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22 | 222 | 3.7% |
| 12 | 220 | 3.6% |
| 8 | 219 | 3.6% |
| 24 | 218 | 3.6% |
| 27 | 216 | 3.6% |
| 5 | 216 | 3.6% |
| 4 | 215 | 3.6% |
| 21 | 214 | 3.5% |
| 23 | 213 | 3.5% |
| 1 | 209 | 3.5% |
| Other values (20) | 3888 |
| Value | Count | Frequency (%) |
| 0 | 182 | |
| 1 | 209 | |
| 2 | 202 | |
| 3 | 204 | |
| 4 | 215 | |
| 5 | 216 | |
| 6 | 183 | |
| 7 | 195 | |
| 8 | 219 | |
| 9 | 192 |
| Value | Count | Frequency (%) |
| 29 | 204 | |
| 28 | 185 | |
| 27 | 216 | |
| 26 | 193 | |
| 25 | 194 | |
| 24 | 218 | |
| 23 | 213 | |
| 22 | 222 | |
| 21 | 214 | |
| 20 | 208 |
leaves_taken
Real number (ℝ)
Zeros
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.633388 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 148 |
| Zeros (%) | 2.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 47.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 10 |
| median | 20 |
| Q3 | 30 |
| 95-th percentile | 37 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 11.490167 |
|---|---|
| Coefficient of variation (CV) | 0.58523609 |
| Kurtosis | -1.1857117 |
| Mean | 19.633388 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.024018954 |
| Sum | 118782 |
| Variance | 132.02395 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35 | 174 | 2.9% |
| 16 | 174 | 2.9% |
| 34 | 168 | 2.8% |
| 17 | 168 | 2.8% |
| 20 | 167 | 2.8% |
| 15 | 165 | 2.7% |
| 1 | 164 | 2.7% |
| 24 | 163 | 2.7% |
| 19 | 159 | 2.6% |
| 31 | 159 | 2.6% |
| Other values (30) | 4389 |
| Value | Count | Frequency (%) |
| 0 | 148 | |
| 1 | 164 | |
| 2 | 142 | |
| 3 | 154 | |
| 4 | 149 | |
| 5 | 136 | |
| 6 | 149 | |
| 7 | 133 | |
| 8 | 141 | |
| 9 | 154 |
| Value | Count | Frequency (%) |
| 39 | 137 | |
| 38 | 148 | |
| 37 | 150 | |
| 36 | 149 | |
| 35 | 174 | |
| 34 | 168 | |
| 33 | 144 | |
| 32 | 159 | |
| 31 | 159 | |
| 30 | 146 |
performance_rating
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 47.4 KiB |
| 4 | |
|---|---|
| 1 | |
| 2 | |
| 5 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 1232 | |
| 1 | 1221 | |
| 2 | 1220 | |
| 5 | 1202 | |
| 3 | 1175 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 1232 | |
| 1 | 1221 | |
| 2 | 1220 | |
| 5 | 1202 | |
| 3 | 1175 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 1232 | |
| 1 | 1221 | |
| 2 | 1220 | |
| 5 | 1202 | |
| 3 | 1175 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6050 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4 | 1232 | |
| 1 | 1221 | |
| 2 | 1220 | |
| 5 | 1202 | |
| 3 | 1175 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6050 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4 | 1232 | |
| 1 | 1221 | |
| 2 | 1220 | |
| 5 | 1202 | |
| 3 | 1175 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6050 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4 | 1232 | |
| 1 | 1221 | |
| 2 | 1220 | |
| 5 | 1202 | |
| 3 | 1175 |
work_life_balance
Real number (ℝ)
| Distinct | 6000 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0069992 |
| Minimum | 1.0001902 |
|---|---|
| Maximum | 4.9995802 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 47.4 KiB |
Quantile statistics
| Minimum | 1.0001902 |
|---|---|
| 5-th percentile | 1.2137725 |
| Q1 | 2.0135981 |
| median | 2.9917309 |
| Q3 | 4.0213522 |
| 95-th percentile | 4.8113226 |
| Maximum | 4.9995802 |
| Range | 3.99939 |
| Interquartile range (IQR) | 2.0077541 |
Descriptive statistics
| Standard deviation | 1.1583247 |
|---|---|
| Coefficient of variation (CV) | 0.38520952 |
| Kurtosis | -1.2204791 |
| Mean | 3.0069992 |
| Median Absolute Deviation (MAD) | 1.0034281 |
| Skewness | 0.0040208619 |
| Sum | 18192.345 |
| Variance | 1.3417162 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.683949075 | 2 | < 0.1% |
| 4.953060759 | 2 | < 0.1% |
| 1.849068507 | 2 | < 0.1% |
| 2.392557004 | 2 | < 0.1% |
| 2.918867469 | 2 | < 0.1% |
| 1.697986933 | 2 | < 0.1% |
| 4.212181276 | 2 | < 0.1% |
| 2.504044202 | 2 | < 0.1% |
| 4.586349109 | 2 | < 0.1% |
| 3.698626572 | 2 | < 0.1% |
| Other values (5990) | 6030 |
| Value | Count | Frequency (%) |
| 1.000190156 | 1 | |
| 1.001079061 | 1 | |
| 1.001955872 | 1 | |
| 1.002669657 | 1 | |
| 1.00422037 | 1 | |
| 1.004472927 | 1 | |
| 1.006069288 | 1 | |
| 1.006241818 | 1 | |
| 1.006573941 | 1 | |
| 1.006798888 | 1 |
| Value | Count | Frequency (%) |
| 4.999580165 | 1 | |
| 4.998726139 | 1 | |
| 4.997894524 | 2 | |
| 4.995516316 | 1 | |
| 4.995344206 | 1 | |
| 4.995186824 | 1 | |
| 4.994263677 | 1 | |
| 4.994089603 | 1 | |
| 4.993869234 | 1 | |
| 4.993666909 | 1 |
travel_frequency
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 47.4 KiB |
| Rarely | |
|---|---|
| Very Often | |
| Often |
Length
| Max length | 10 |
|---|---|
| Median length | 6 |
| Mean length | 6.986281 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Very Often |
|---|---|
| 2nd row | Often |
| 3rd row | Rarely |
| 4th row | Rarely |
| 5th row | Rarely |
Common Values
| Value | Count | Frequency (%) |
| Rarely | 2082 | |
| Very Often | 1987 | |
| Often | 1981 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| often | 3968 | |
| rarely | 2082 | |
| very | 1987 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8037 | |
| r | 4069 | |
| y | 4069 | |
| t | 3968 | |
| n | 3968 | |
| O | 3968 | |
| f | 3968 | |
| a | 2082 | 4.9% |
| R | 2082 | 4.9% |
| l | 2082 | 4.9% |
| Other values (2) | 3974 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 42267 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 8037 | |
| r | 4069 | |
| y | 4069 | |
| t | 3968 | |
| n | 3968 | |
| O | 3968 | |
| f | 3968 | |
| a | 2082 | 4.9% |
| R | 2082 | 4.9% |
| l | 2082 | 4.9% |
| Other values (2) | 3974 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 42267 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 8037 | |
| r | 4069 | |
| y | 4069 | |
| t | 3968 | |
| n | 3968 | |
| O | 3968 | |
| f | 3968 | |
| a | 2082 | 4.9% |
| R | 2082 | 4.9% |
| l | 2082 | 4.9% |
| Other values (2) | 3974 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 42267 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 8037 | |
| r | 4069 | |
| y | 4069 | |
| t | 3968 | |
| n | 3968 | |
| O | 3968 | |
| f | 3968 | |
| a | 2082 | 4.9% |
| R | 2082 | 4.9% |
| l | 2082 | 4.9% |
| Other values (2) | 3974 |
Interactions
Correlations
| leaves_taken | age | city | department | education_level | experience_years | gender | joining_year | last_promotion_years | overtime_hours | performance_rating | projects_completed | salary | score | travel_frequency | work_life_balance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| leaves_taken | 1.000 | 0.017 | 0.026 | 0.013 | 0.000 | -0.001 | 0.014 | 0.017 | 0.018 | 0.014 | 0.001 | 0.016 | -0.018 | -0.013 | 0.000 | -0.030 |
| age | 0.017 | 1.000 | 0.013 | 0.024 | 0.008 | 0.021 | 0.000 | -0.011 | -0.002 | 0.008 | 0.018 | -0.011 | 0.014 | -0.012 | 0.027 | -0.015 |
| city | 0.026 | 0.013 | 1.000 | 0.018 | 0.000 | 0.000 | 0.016 | 0.000 | 0.002 | 0.015 | 0.015 | 0.010 | 0.000 | 0.030 | 0.000 | 0.005 |
| department | 0.013 | 0.024 | 0.018 | 1.000 | 0.015 | 0.000 | 0.021 | 0.019 | 0.000 | 0.000 | 0.009 | 0.010 | 0.004 | 0.015 | 0.005 | 0.013 |
| education_level | 0.000 | 0.008 | 0.000 | 0.015 | 1.000 | 0.013 | 0.000 | 0.013 | 0.000 | 0.000 | 0.020 | 0.005 | 0.000 | 0.028 | 0.016 | 0.005 |
| experience_years | -0.001 | 0.021 | 0.000 | 0.000 | 0.013 | 1.000 | 0.000 | -0.008 | 0.009 | -0.021 | 0.000 | 0.024 | 0.009 | 0.011 | 0.000 | 0.013 |
| gender | 0.014 | 0.000 | 0.016 | 0.021 | 0.000 | 0.000 | 1.000 | 0.006 | 0.021 | 0.019 | 0.018 | 0.000 | 0.010 | 0.008 | 0.000 | 0.015 |
| joining_year | 0.017 | -0.011 | 0.000 | 0.019 | 0.013 | -0.008 | 0.006 | 1.000 | 0.006 | -0.006 | 0.015 | 0.038 | 0.032 | -0.015 | 0.000 | 0.020 |
| last_promotion_years | 0.018 | -0.002 | 0.002 | 0.000 | 0.000 | 0.009 | 0.021 | 0.006 | 1.000 | 0.003 | 0.017 | -0.020 | 0.000 | -0.020 | 0.009 | -0.002 |
| overtime_hours | 0.014 | 0.008 | 0.015 | 0.000 | 0.000 | -0.021 | 0.019 | -0.006 | 0.003 | 1.000 | 0.000 | 0.006 | 0.007 | -0.003 | 0.000 | -0.009 |
| performance_rating | 0.001 | 0.018 | 0.015 | 0.009 | 0.020 | 0.000 | 0.018 | 0.015 | 0.017 | 0.000 | 1.000 | 0.016 | 0.007 | 0.011 | 0.008 | 0.009 |
| projects_completed | 0.016 | -0.011 | 0.010 | 0.010 | 0.005 | 0.024 | 0.000 | 0.038 | -0.020 | 0.006 | 0.016 | 1.000 | 0.030 | 0.046 | 0.000 | 0.011 |
| salary | -0.018 | 0.014 | 0.000 | 0.004 | 0.000 | 0.009 | 0.010 | 0.032 | 0.000 | 0.007 | 0.007 | 0.030 | 1.000 | -0.013 | 0.000 | 0.013 |
| score | -0.013 | -0.012 | 0.030 | 0.015 | 0.028 | 0.011 | 0.008 | -0.015 | -0.020 | -0.003 | 0.011 | 0.046 | -0.013 | 1.000 | 0.018 | 0.003 |
| travel_frequency | 0.000 | 0.027 | 0.000 | 0.005 | 0.016 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.008 | 0.000 | 0.000 | 0.018 | 1.000 | 0.000 |
| work_life_balance | -0.030 | -0.015 | 0.005 | 0.013 | 0.005 | 0.013 | 0.015 | 0.020 | -0.002 | -0.009 | 0.009 | 0.011 | 0.013 | 0.003 | 0.000 | 1.000 |
Missing values
Sample
| age | salary | experience_years | education_level | department | city | gender | score | last_promotion_years | joining_year | projects_completed | overtime_hours | leaves_taken | performance_rating | work_life_balance | travel_frequency | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 56 | 63919.0 | 24.0 | High School | Sales | Bangalore | Other | 41.285937 | 14 | 2022 | 23 | 22 | 19 | 4 | 1.849069 | Very Often |
| 1 | 69 | 102103.0 | 26.0 | High School | Marketing | Delhi | Other | 8.908017 | 11 | 2001 | 19 | 12 | 37 | 4 | 2.392557 | Often |
| 2 | 46 | 142443.0 | 5.0 | PhD | HR | Bangalore | Male | 11.347640 | 5 | 2012 | 36 | 21 | 35 | 4 | 2.918867 | Rarely |
| 3 | 32 | 23358.0 | 33.0 | Bachelor | Finance | Delhi | Other | 90.411081 | 11 | 2021 | 30 | 9 | 11 | 4 | 1.697987 | Rarely |
| 4 | 60 | NaN | 8.0 | PhD | Sales | Bangalore | Female | 44.617958 | 9 | 2005 | 46 | 17 | 4 | 4 | 4.212181 | Rarely |
| 5 | 25 | 127894.0 | 32.0 | Master | Sales | Mumbai | Male | 68.873965 | 4 | 2008 | 16 | 1 | 4 | 3 | 2.504044 | Often |
| 6 | 38 | 141485.0 | 5.0 | High School | Sales | Delhi | Female | 13.891442 | 14 | 2013 | 48 | 21 | 16 | 4 | 4.586349 | Very Often |
| 7 | 56 | NaN | 36.0 | Master | Finance | Delhi | Other | 2.194748 | 6 | 2023 | 23 | 11 | 37 | 4 | 3.698627 | Rarely |
| 8 | 36 | 143416.0 | 30.0 | High School | HR | Bangalore | Male | 89.048396 | 10 | 2020 | 17 | 12 | 9 | 5 | 1.706424 | Very Often |
| 9 | 40 | 125982.0 | 33.0 | Bachelor | Marketing | Pune | Female | 57.454564 | 14 | 2006 | 25 | 24 | 15 | 3 | 3.567885 | Very Often |
| age | salary | experience_years | education_level | department | city | gender | score | last_promotion_years | joining_year | projects_completed | overtime_hours | leaves_taken | performance_rating | work_life_balance | travel_frequency | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6040 | 20 | 118262.0 | 9.0 | High School | HR | NaN | Female | 17.903324 | 4 | 2020 | 8 | 25 | 13 | 5 | 4.155077 | Often |
| 6041 | 54 | 38782.0 | 22.0 | PhD | Finance | Hyderabad | Other | 72.993327 | 12 | 2004 | 45 | 11 | 34 | 4 | 1.415999 | Often |
| 6042 | 68 | 98257.0 | 33.0 | Master | IT | Hyderabad | Female | 88.365334 | 0 | 2003 | 11 | 23 | 2 | 5 | 2.761524 | Very Often |
| 6043 | 24 | NaN | 32.0 | Master | Marketing | Bangalore | Female | 7.878621 | 13 | 2021 | 9 | 19 | 28 | 2 | 4.997895 | Often |
| 6044 | 38 | 97963.0 | NaN | PhD | Sales | Mumbai | Other | 78.503786 | 3 | 2014 | 45 | 6 | 15 | 2 | 1.485468 | Rarely |
| 6045 | 26 | 132086.0 | 38.0 | Master | Finance | Mumbai | Male | 89.572229 | 4 | 2023 | 43 | 2 | 9 | 3 | 4.260105 | Very Often |
| 6046 | 56 | 141987.0 | 9.0 | Bachelor | IT | Delhi | Other | 97.397022 | 3 | 2009 | 43 | 8 | 3 | 1 | 4.196832 | Very Often |
| 6047 | 35 | 40566.0 | 19.0 | Master | IT | Mumbai | Female | 57.938625 | 9 | 2004 | 1 | 14 | 3 | 4 | 2.780164 | Rarely |
| 6048 | 21 | 144591.0 | NaN | Bachelor | Finance | Delhi | Male | 32.739189 | 9 | 2013 | 18 | 14 | 1 | 1 | 4.953061 | Rarely |
| 6049 | 42 | 87766.0 | 12.0 | High School | Sales | Delhi | Male | 32.197360 | 6 | 2023 | 12 | 7 | 10 | 2 | 2.231873 | Very Often |
Duplicate rows
Most frequently occurring
| age | salary | experience_years | education_level | department | city | gender | score | last_promotion_years | joining_year | projects_completed | overtime_hours | leaves_taken | performance_rating | work_life_balance | travel_frequency | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 19 | 28002.0 | 11.0 | Bachelor | Finance | Bangalore | Female | 91.369782 | 10 | 2022 | 43 | 5 | 35 | 1 | 1.683949 | Often | 2 |
| 1 | 19 | 95033.0 | 20.0 | High School | HR | Mumbai | Other | 29.695357 | 0 | 2005 | 48 | 5 | 1 | 1 | 1.448118 | Often | 2 |
| 2 | 20 | 96777.0 | 25.0 | High School | IT | NaN | Other | 56.913837 | 13 | 2021 | 1 | 9 | 16 | 2 | 2.694355 | Rarely | 2 |
| 3 | 20 | 118262.0 | 9.0 | High School | HR | NaN | Female | 17.903324 | 4 | 2020 | 8 | 25 | 13 | 5 | 4.155077 | Often | 2 |
| 4 | 21 | 144591.0 | NaN | Bachelor | Finance | Delhi | Male | 32.739189 | 9 | 2013 | 18 | 14 | 1 | 1 | 4.953061 | Rarely | 2 |
| 5 | 24 | NaN | 32.0 | Master | Marketing | Bangalore | Female | 7.878621 | 13 | 2021 | 9 | 19 | 28 | 2 | 4.997895 | Often | 2 |
| 6 | 25 | 127894.0 | 32.0 | Master | Sales | Mumbai | Male | 68.873965 | 4 | 2008 | 16 | 1 | 4 | 3 | 2.504044 | Often | 2 |
| 7 | 26 | 132086.0 | 38.0 | Master | Finance | Mumbai | Male | 89.572229 | 4 | 2023 | 43 | 2 | 9 | 3 | 4.260105 | Very Often | 2 |
| 8 | 28 | 25698.0 | 13.0 | High School | Sales | Mumbai | Female | 99.233948 | 14 | 2004 | 6 | 6 | 28 | 3 | 4.229508 | Often | 2 |
| 9 | 28 | 117057.0 | 28.0 | Master | Sales | Pune | Female | 1.998776 | 3 | 2022 | 41 | 20 | 23 | 2 | 1.092991 | Rarely | 2 |